Overview

Dataset info

Number of variables89
Number of observations18207
Missing cells76984 (< 0.1%)
Duplicate rows0 (0.0%)
Total size in memory12.4 MiB
Average record size in memory712.0 B

Variables types

Numeric34
Categorical41
Boolean1
Date0
URL3
Text (Unique)0
Rejected10
Unsupported0

Warnings

CAM has a high cardinality: 102 distinct values Warning
CAM has 2085 (11.5%) missing values Missing
CB has a high cardinality: 109 distinct values Warning
CB has 2085 (11.5%) missing values Missing
CDM has a high cardinality: 100 distinct values Warning
CDM has 2085 (11.5%) missing values Missing
CF has a high cardinality: 103 distinct values Warning
CF has 2085 (11.5%) missing values Missing
Club has a high cardinality: 652 distinct values Warning
Club has 241 (< 0.1%) missing values Missing
CM has a high cardinality: 93 distinct values Warning
CM has 2085 (11.5%) missing values Missing
Contract_Valid_Until has 289 (< 0.1%) missing values Missing
Dribbling is highly correlated with BallControl (ρ = 0.93894) Rejected
GKHandling is highly correlated with GKDiving (ρ = 0.97028) Rejected
GKKicking is highly correlated with GKHandling (ρ = 0.96524) Rejected
GKPositioning is highly correlated with GKKicking (ρ = 0.96434) Rejected
GKReflexes is highly correlated with GKPositioning (ρ = 0.97013) Rejected
Joined has a high cardinality: 1737 distinct values Warning
Joined has 1553 (8.5%) missing values Missing
LAM has a high cardinality: 102 distinct values Warning
LAM has 2085 (11.5%) missing values Missing
LB has a high cardinality: 99 distinct values Warning
LB has 2085 (11.5%) missing values Missing
LCB has a high cardinality: 109 distinct values Warning
LCB has 2085 (11.5%) missing values Missing
LCM has a high cardinality: 93 distinct values Warning
LCM has 2085 (11.5%) missing values Missing
LDM has a high cardinality: 100 distinct values Warning
LDM has 2085 (11.5%) missing values Missing
LF has a high cardinality: 103 distinct values Warning
LF has 2085 (11.5%) missing values Missing
LM has a high cardinality: 101 distinct values Warning
LM has 2085 (11.5%) missing values Missing
Loaned_From has a high cardinality: 342 distinct values Warning
Loaned_From has 16943 (93.1%) missing values Missing
LS has a high cardinality: 94 distinct values Warning
LS has 2085 (11.5%) missing values Missing
LW has a high cardinality: 106 distinct values Warning
LW has 2085 (11.5%) missing values Missing
LWB has a high cardinality: 96 distinct values Warning
LWB has 2085 (11.5%) missing values Missing
Name has a high cardinality: 17194 distinct values Warning
Nationality has a high cardinality: 164 distinct values Warning
RAM has a high cardinality: 102 distinct values Warning
RAM has 2085 (11.5%) missing values Missing
RB has a high cardinality: 99 distinct values Warning
RB has 2085 (11.5%) missing values Missing
RCB has a high cardinality: 109 distinct values Warning
RCB has 2085 (11.5%) missing values Missing
RCM has a high cardinality: 93 distinct values Warning
RCM has 2085 (11.5%) missing values Missing
RDM has a high cardinality: 100 distinct values Warning
RDM has 2085 (11.5%) missing values Missing
Release_Clause has a high cardinality: 1245 distinct values Warning
Release_Clause has 1564 (8.6%) missing values Missing
RF has a high cardinality: 103 distinct values Warning
RF has 2085 (11.5%) missing values Missing
RM has a high cardinality: 101 distinct values Warning
RM has 2085 (11.5%) missing values Missing
RS has a high cardinality: 94 distinct values Warning
RS has 2085 (11.5%) missing values Missing
RW has a high cardinality: 106 distinct values Warning
RW has 2085 (11.5%) missing values Missing
RWB has a high cardinality: 96 distinct values Warning
RWB has 2085 (11.5%) missing values Missing
ShortPassing is highly correlated with BallControl (ρ = 0.91145) Rejected
SlidingTackle is highly correlated with Interceptions (ρ = 0.92828) Rejected
Special is highly correlated with ShortPassing (ρ = 0.90673) Rejected
SprintSpeed is highly correlated with Acceleration (ρ = 0.92193) Rejected
ST has a high cardinality: 94 distinct values Warning
ST has 2085 (11.5%) missing values Missing
StandingTackle is highly correlated with SlidingTackle (ρ = 0.97466) Rejected
Value has a high cardinality: 217 distinct values Warning
Wage has a high cardinality: 144 distinct values Warning
Weight has a high cardinality: 58 distinct values Warning

Variables

Acceleration
Numeric

Distinct count87
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean64.614
Minimum12
Maximum97
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum12
5-th percentile34
Q157
Median67
Q375
95-th percentile85
Maximum97
Range85
Interquartile range18

Descriptive statistics

Standard deviation14.928
Coef of variation0.23103
Kurtosis0.46964
Mean64.614
MAD11.563
Skewness-0.8153
Sum1.1733e+06
Variance222.84
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
69 759 < 0.1%
 
68 741 < 0.1%
 
67 685 < 0.1%
 
74 614 < 0.1%
 
66 608 < 0.1%
 
65 568 < 0.1%
 
75 568 < 0.1%
 
72 549 < 0.1%
 
78 528 < 0.1%
 
73 527 < 0.1%
 
Other values (76) 12012 66.0%
 

Minimum 5 values

ValueCountFrequency (%) 
12 1 < 0.1%
 
13 2 < 0.1%
 
14 3 < 0.1%
 
15 17 < 0.1%
 
16 13 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
97 2 < 0.1%
 
96 2 < 0.1%
 
95 8 < 0.1%
 
94 25 < 0.1%
 
93 41 < 0.1%
 

Age
Numeric

Distinct count29
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean25.122
Minimum16
Maximum45
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum16
5-th percentile18
Q121
Median25
Q328
95-th percentile33
Maximum45
Range29
Interquartile range7

Descriptive statistics

Standard deviation4.6699
Coef of variation0.18589
Kurtosis-0.45951
Mean25.122
MAD3.8585
Skewness0.39176
Sum4.574e+05
Variance21.808
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
21 1423 7.8%
 
26 1387 7.6%
 
24 1358 7.5%
 
22 1340 7.4%
 
23 1332 7.3%
 
25 1319 7.2%
 
20 1240 6.8%
 
27 1162 6.4%
 
28 1101 6.0%
 
19 1024 5.6%
 
Other values (19) 5521 30.3%
 

Minimum 5 values

ValueCountFrequency (%) 
16 42 < 0.1%
 
17 289 < 0.1%
 
18 732 < 0.1%
 
19 1024 5.6%
 
20 1240 6.8%
 

Maximum 5 values

ValueCountFrequency (%) 
45 1 < 0.1%
 
44 2 < 0.1%
 
42 1 < 0.1%
 
41 5 < 0.1%
 
40 13 < 0.1%
 

Aggression
Numeric

Distinct count86
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean55.869
Minimum11
Maximum95
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum11
5-th percentile24
Q144
Median59
Q369
95-th percentile80
Maximum95
Range84
Interquartile range25

Descriptive statistics

Standard deviation17.368
Coef of variation0.31087
Kurtosis-0.63114
Mean55.869
MAD14.355
Skewness-0.43217
Sum1.0145e+06
Variance301.65
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
65 516 < 0.1%
 
68 514 < 0.1%
 
70 489 < 0.1%
 
60 464 < 0.1%
 
58 458 < 0.1%
 
55 432 < 0.1%
 
72 427 < 0.1%
 
62 427 < 0.1%
 
66 424 < 0.1%
 
59 421 < 0.1%
 
Other values (75) 13587 74.6%
 

Minimum 5 values

ValueCountFrequency (%) 
11 5 < 0.1%
 
12 12 < 0.1%
 
13 17 < 0.1%
 
14 11 < 0.1%
 
15 25 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
95 1 < 0.1%
 
94 8 < 0.1%
 
93 3 < 0.1%
 
92 16 < 0.1%
 
91 13 < 0.1%
 

Agility
Numeric

Distinct count82
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean63.504
Minimum14
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum14
5-th percentile34
Q155
Median66
Q374
95-th percentile85
Maximum96
Range82
Interquartile range19

Descriptive statistics

Standard deviation14.766
Coef of variation0.23252
Kurtosis-0.068599
Mean63.504
MAD11.715
Skewness-0.59942
Sum1.1532e+06
Variance218.04
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
68 601 < 0.1%
 
70 568 < 0.1%
 
72 565 < 0.1%
 
69 556 < 0.1%
 
66 550 < 0.1%
 
71 543 < 0.1%
 
67 542 < 0.1%
 
73 536 < 0.1%
 
74 522 < 0.1%
 
65 521 < 0.1%
 
Other values (71) 12655 69.5%
 

Minimum 5 values

ValueCountFrequency (%) 
14 1 < 0.1%
 
15 1 < 0.1%
 
18 4 < 0.1%
 
19 6 < 0.1%
 
20 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 1 < 0.1%
 
95 4 < 0.1%
 
94 19 < 0.1%
 
93 38 < 0.1%
 
92 64 < 0.1%
 

Balance
Numeric

Distinct count82
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean63.967
Minimum16
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum16
5-th percentile36
Q156
Median66
Q374
95-th percentile84
Maximum96
Range80
Interquartile range18

Descriptive statistics

Standard deviation14.136
Coef of variation0.22099
Kurtosis0.093969
Mean63.967
MAD11.154
Skewness-0.58327
Sum1.1616e+06
Variance199.83
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
68 604 < 0.1%
 
70 594 < 0.1%
 
66 589 < 0.1%
 
65 589 < 0.1%
 
67 587 < 0.1%
 
69 574 < 0.1%
 
71 559 < 0.1%
 
72 548 < 0.1%
 
74 534 < 0.1%
 
73 524 < 0.1%
 
Other values (71) 12457 68.4%
 

Minimum 5 values

ValueCountFrequency (%) 
16 3 < 0.1%
 
17 3 < 0.1%
 
18 3 < 0.1%
 
19 3 < 0.1%
 
20 7 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 5 < 0.1%
 
95 7 < 0.1%
 
94 23 < 0.1%
 
93 42 < 0.1%
 
92 60 < 0.1%
 

BallControl
Numeric

Distinct count91
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean58.369
Minimum5
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum5
5-th percentile19
Q154
Median63
Q369
95-th percentile77
Maximum96
Range91
Interquartile range15

Descriptive statistics

Standard deviation16.687
Coef of variation0.28588
Kurtosis1.0301
Mean58.369
MAD12.339
Skewness-1.2679
Sum1.0599e+06
Variance278.44
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
65 807 < 0.1%
 
64 778 < 0.1%
 
66 733 < 0.1%
 
62 732 < 0.1%
 
68 721 < 0.1%
 
63 711 < 0.1%
 
67 704 < 0.1%
 
60 642 < 0.1%
 
70 634 < 0.1%
 
61 589 < 0.1%
 
Other values (80) 11108 61.0%
 

Minimum 5 values

ValueCountFrequency (%) 
5 1 < 0.1%
 
8 2 < 0.1%
 
9 5 < 0.1%
 
10 47 < 0.1%
 
11 59 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 1 < 0.1%
 
95 2 < 0.1%
 
94 3 < 0.1%
 
93 2 < 0.1%
 
92 4 < 0.1%
 

Body_Type
Categorical

Distinct count11
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Normal
10595
Lean
6417
Stocky
 
1140
Other values (7)
 
7
(Missing)
 
48
ValueCountFrequency (%) 
Normal 10595 58.2%
 
Lean 6417 35.2%
 
Stocky 1140 6.3%
 
Akinfenwa 1 < 0.1%
 
Messi 1 < 0.1%
 
Shaqiri 1 < 0.1%
 
Courtois 1 < 0.1%
 
Neymar 1 < 0.1%
 
C. Ronaldo 1 < 0.1%
 
PLAYER_BODY_TYPE_25 1 < 0.1%
 
(Missing) 48 < 0.1%
 
Max length19
Mean length5.2884
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

CAM
Categorical

Distinct count102
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
744
62+2
 
722
60+2
 
702
Other values (98)
13954
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 744 < 0.1%
 
62+2 722 < 0.1%
 
60+2 702 < 0.1%
 
63+2 675 < 0.1%
 
59+2 674 < 0.1%
 
58+2 668 < 0.1%
 
64+2 661 < 0.1%
 
65+2 643 < 0.1%
 
66+2 609 < 0.1%
 
57+2 607 < 0.1%
 
Other values (91) 9417 51.7%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

CB
Categorical

Distinct count109
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
63+2
 
634
62+2
 
618
64+2
 
591
Other values (105)
14279
(Missing)
 
2085
ValueCountFrequency (%) 
63+2 634 < 0.1%
 
62+2 618 < 0.1%
 
64+2 591 < 0.1%
 
65+2 580 < 0.1%
 
61+2 569 < 0.1%
 
66+2 533 < 0.1%
 
60+2 499 < 0.1%
 
67+2 477 < 0.1%
 
68+2 476 < 0.1%
 
59+2 475 < 0.1%
 
Other values (98) 10670 58.6%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

CDM
Categorical

Distinct count100
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
62+2
 
660
60+2
 
620
61+2
 
620
Other values (96)
14222
(Missing)
 
2085
ValueCountFrequency (%) 
62+2 660 < 0.1%
 
60+2 620 < 0.1%
 
61+2 620 < 0.1%
 
59+2 592 < 0.1%
 
64+2 592 < 0.1%
 
63+2 573 < 0.1%
 
58+2 565 < 0.1%
 
65+2 539 < 0.1%
 
57+2 529 < 0.1%
 
66+2 524 < 0.1%
 
Other values (89) 10308 56.6%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

CF
Categorical

Distinct count103
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
713
63+2
 
694
62+2
 
686
Other values (99)
14029
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 713 < 0.1%
 
63+2 694 < 0.1%
 
62+2 686 < 0.1%
 
60+2 677 < 0.1%
 
64+2 676 < 0.1%
 
59+2 666 < 0.1%
 
58+2 637 < 0.1%
 
65+2 637 < 0.1%
 
66+2 602 < 0.1%
 
57+2 591 < 0.1%
 
Other values (92) 9543 52.4%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Club
Categorical

Distinct count652
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)241
Empoli
 
33
Rayo Vallecano
 
33
Manchester United
 
33
Other values (648)
17867
(Missing)
 
241
ValueCountFrequency (%) 
Empoli 33 < 0.1%
 
Rayo Vallecano 33 < 0.1%
 
Manchester United 33 < 0.1%
 
Cardiff City 33 < 0.1%
 
Liverpool 33 < 0.1%
 
Manchester City 33 < 0.1%
 
Newcastle United 33 < 0.1%
 
RC Celta 33 < 0.1%
 
Atlético Madrid 33 < 0.1%
 
Southampton 33 < 0.1%
 
Other values (641) 17636 > 99.9%
 
(Missing) 241 < 0.1%
 
Max length35
Mean length13.305
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

Club_Logo
URL

Distinct count679
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
ValueCountFrequency (%) 
https://cdn.sofifa.org/teams/2/light/7.png 33 < 0.1%
 
https://cdn.sofifa.org/teams/2/light/5.png 33 < 0.1%
 
https://cdn.sofifa.org/teams/2/light/22.png 33 < 0.1%
 
https://cdn.sofifa.org/teams/2/light/13.png 33 < 0.1%
 
https://cdn.sofifa.org/teams/2/light/1796.png 33 < 0.1%
 
https://cdn.sofifa.org/teams/2/light/10029.png 33 < 0.1%
 
https://cdn.sofifa.org/teams/2/light/111657.png 33 < 0.1%
 
https://cdn.sofifa.org/teams/2/light/241.png 33 < 0.1%
 
https://cdn.sofifa.org/teams/2/light/9.png 33 < 0.1%
 
https://cdn.sofifa.org/teams/2/light/100888.png 33 < 0.1%
 
Other values (669) 17877 > 99.9%
 
ValueCountFrequency (%) 
https 18207 100.0%
 
ValueCountFrequency (%) 
cdn.sofifa.org 18207 100.0%
 
ValueCountFrequency (%) 
/teams/2/light/7.png 33 < 0.1%
 
/teams/2/light/5.png 33 < 0.1%
 
/teams/2/light/18.png 33 < 0.1%
 
/teams/2/light/13.png 33 < 0.1%
 
/teams/2/light/17.png 33 < 0.1%
 
/teams/2/light/110636.png 33 < 0.1%
 
/teams/2/light/11.png 33 < 0.1%
 
/teams/2/light/240.png 33 < 0.1%
 
/teams/2/light/1.png 33 < 0.1%
 
/teams/2/light/241.png 33 < 0.1%
 
Other values (669) 17877 > 99.9%
 
ValueCountFrequency (%) 
18207 100.0%
 
ValueCountFrequency (%) 
18207 100.0%
 

CM
Categorical

Distinct count93
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
58+2
 
762
62+2
 
747
60+2
 
743
Other values (89)
13870
(Missing)
 
2085
ValueCountFrequency (%) 
58+2 762 < 0.1%
 
62+2 747 < 0.1%
 
60+2 743 < 0.1%
 
61+2 731 < 0.1%
 
59+2 726 < 0.1%
 
57+2 665 < 0.1%
 
56+2 654 < 0.1%
 
63+2 648 < 0.1%
 
55+2 645 < 0.1%
 
64+2 636 < 0.1%
 
Other values (82) 9165 50.3%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Composure
Numeric

Distinct count85
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean58.648
Minimum3
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3
5-th percentile39
Q151
Median60
Q367
95-th percentile76
Maximum96
Range93
Interquartile range16

Descriptive statistics

Standard deviation11.436
Coef of variation0.195
Kurtosis0.2144
Mean58.648
MAD9.0891
Skewness-0.38103
Sum1.065e+06
Variance130.79
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
60 743 < 0.1%
 
58 698 < 0.1%
 
62 690 < 0.1%
 
65 689 < 0.1%
 
55 664 < 0.1%
 
64 643 < 0.1%
 
59 616 < 0.1%
 
63 601 < 0.1%
 
68 593 < 0.1%
 
66 560 < 0.1%
 
Other values (74) 11662 64.1%
 

Minimum 5 values

ValueCountFrequency (%) 
3 1 < 0.1%
 
12 3 < 0.1%
 
13 3 < 0.1%
 
14 1 < 0.1%
 
15 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 1 < 0.1%
 
95 1 < 0.1%
 
94 1 < 0.1%
 
93 2 < 0.1%
 
92 1 < 0.1%
 

Contract_Valid_Until
Categorical

Distinct count37
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)289
2019
4819
2021
4360
2020
4027
Other values (33)
4712
ValueCountFrequency (%) 
2019 4819 26.5%
 
2021 4360 23.9%
 
2020 4027 22.1%
 
2022 1477 8.1%
 
2023 1053 5.8%
 
Jun 30, 2019 931 5.1%
 
2018 886 < 0.1%
 
Dec 31, 2018 144 < 0.1%
 
May 31, 2019 60 < 0.1%
 
Jan 1, 2019 51 < 0.1%
 
Other values (26) 110 < 0.1%
 
(Missing) 289 < 0.1%
 
Max length12
Mean length4.5353
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

Crossing
Numeric

Distinct count90
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean49.734
Minimum5
Maximum93
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum5
5-th percentile13
Q138
Median54
Q364
95-th percentile74
Maximum93
Range88
Interquartile range26

Descriptive statistics

Standard deviation18.365
Coef of variation0.36925
Kurtosis-0.54331
Mean49.734
MAD15.163
Skewness-0.59448
Sum9.0312e+05
Variance337.26
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
65 528 < 0.1%
 
62 528 < 0.1%
 
60 518 < 0.1%
 
59 508 < 0.1%
 
64 497 < 0.1%
 
58 491 < 0.1%
 
63 465 < 0.1%
 
61 446 < 0.1%
 
55 431 < 0.1%
 
66 429 < 0.1%
 
Other values (79) 13318 73.1%
 

Minimum 5 values

ValueCountFrequency (%) 
5 1 < 0.1%
 
6 3 < 0.1%
 
7 9 < 0.1%
 
8 23 < 0.1%
 
9 39 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
93 1 < 0.1%
 
92 1 < 0.1%
 
91 4 < 0.1%
 
90 3 < 0.1%
 
89 2 < 0.1%
 

Curve
Numeric

Distinct count90
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean47.171
Minimum6
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum6
5-th percentile13
Q134
Median48
Q362
95-th percentile75
Maximum94
Range88
Interquartile range28

Descriptive statistics

Standard deviation18.395
Coef of variation0.38997
Kurtosis-0.74397
Mean47.171
MAD15.28
Skewness-0.23819
Sum8.5658e+05
Variance338.39
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
58 400 < 0.1%
 
48 393 < 0.1%
 
45 391 < 0.1%
 
60 376 < 0.1%
 
49 369 < 0.1%
 
64 368 < 0.1%
 
55 367 < 0.1%
 
42 363 < 0.1%
 
65 361 < 0.1%
 
59 352 < 0.1%
 
Other values (79) 14419 79.2%
 

Minimum 5 values

ValueCountFrequency (%) 
6 4 < 0.1%
 
7 4 < 0.1%
 
8 11 < 0.1%
 
9 41 < 0.1%
 
10 147 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
94 1 < 0.1%
 
93 1 < 0.1%
 
92 1 < 0.1%
 
91 1 < 0.1%
 
90 6 < 0.1%
 

Dribbling
Highly correlated

This variable is highly correlated with BallControl and should be ignored for analysis

Correlation0.93894

Finishing
Numeric

Distinct count94
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean45.551
Minimum2
Maximum95
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile11
Q130
Median49
Q362
95-th percentile73
Maximum95
Range93
Interquartile range32

Descriptive statistics

Standard deviation19.526
Coef of variation0.42866
Kurtosis-0.97261
Mean45.551
MAD16.772
Skewness-0.30088
Sum8.2716e+05
Variance381.26
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
58 462 < 0.1%
 
59 433 < 0.1%
 
62 430 < 0.1%
 
60 427 < 0.1%
 
65 424 < 0.1%
 
66 401 < 0.1%
 
64 399 < 0.1%
 
57 384 < 0.1%
 
61 382 < 0.1%
 
55 374 < 0.1%
 
Other values (83) 14043 77.1%
 

Minimum 5 values

ValueCountFrequency (%) 
2 2 < 0.1%
 
4 5 < 0.1%
 
5 80 < 0.1%
 
6 95 < 0.1%
 
7 115 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
95 1 < 0.1%
 
94 2 < 0.1%
 
93 2 < 0.1%
 
92 1 < 0.1%
 
91 2 < 0.1%
 

FKAccuracy
Numeric

Distinct count91
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean42.863
Minimum3
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3
5-th percentile13
Q131
Median41
Q357
95-th percentile72
Maximum94
Range91
Interquartile range26

Descriptive statistics

Standard deviation17.479
Coef of variation0.40778
Kurtosis-0.71834
Mean42.863
MAD14.429
Skewness0.10212
Sum7.7835e+05
Variance305.51
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
42 485 < 0.1%
 
40 479 < 0.1%
 
32 473 < 0.1%
 
35 458 < 0.1%
 
39 441 < 0.1%
 
34 437 < 0.1%
 
30 423 < 0.1%
 
38 407 < 0.1%
 
31 395 < 0.1%
 
33 393 < 0.1%
 
Other values (80) 13768 75.6%
 

Minimum 5 values

ValueCountFrequency (%) 
3 1 < 0.1%
 
4 1 < 0.1%
 
6 3 < 0.1%
 
7 8 < 0.1%
 
8 20 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
94 1 < 0.1%
 
93 1 < 0.1%
 
92 1 < 0.1%
 
91 1 < 0.1%
 
90 2 < 0.1%
 

Flag
URL

Distinct count164
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
ValueCountFrequency (%) 
https://cdn.sofifa.org/flags/14.png 1662 9.1%
 
https://cdn.sofifa.org/flags/21.png 1198 6.6%
 
https://cdn.sofifa.org/flags/45.png 1072 5.9%
 
https://cdn.sofifa.org/flags/52.png 937 5.1%
 
https://cdn.sofifa.org/flags/18.png 914 5.0%
 
https://cdn.sofifa.org/flags/54.png 827 < 0.1%
 
https://cdn.sofifa.org/flags/27.png 702 < 0.1%
 
https://cdn.sofifa.org/flags/56.png 618 < 0.1%
 
https://cdn.sofifa.org/flags/163.png 478 < 0.1%
 
https://cdn.sofifa.org/flags/34.png 453 < 0.1%
 
Other values (154) 9346 51.3%
 
ValueCountFrequency (%) 
https 18207 100.0%
 
ValueCountFrequency (%) 
cdn.sofifa.org 18207 100.0%
 
ValueCountFrequency (%) 
/flags/14.png 1662 9.1%
 
/flags/21.png 1198 6.6%
 
/flags/45.png 1072 5.9%
 
/flags/52.png 937 5.1%
 
/flags/18.png 914 5.0%
 
/flags/54.png 827 < 0.1%
 
/flags/27.png 702 < 0.1%
 
/flags/56.png 618 < 0.1%
 
/flags/163.png 478 < 0.1%
 
/flags/34.png 453 < 0.1%
 
Other values (154) 9346 51.3%
 
ValueCountFrequency (%) 
18207 100.0%
 
ValueCountFrequency (%) 
18207 100.0%
 

GKDiving
Numeric

Distinct count72
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean16.616
Minimum1
Maximum90
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile6
Q18
Median11
Q314
95-th percentile66
Maximum90
Range89
Interquartile range6

Descriptive statistics

Standard deviation17.695
Coef of variation1.0649
Kurtosis4.4459
Mean16.616
MAD10.878
Skewness2.441
Sum3.0173e+05
Variance313.13
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
8 1617 8.9%
 
9 1586 8.7%
 
7 1581 8.7%
 
12 1575 8.7%
 
14 1564 8.6%
 
10 1563 8.6%
 
13 1551 8.5%
 
11 1500 8.2%
 
6 1305 7.2%
 
15 1236 6.8%
 
Other values (61) 3081 16.9%
 

Minimum 5 values

ValueCountFrequency (%) 
1 27 < 0.1%
 
2 6 < 0.1%
 
3 19 < 0.1%
 
4 27 < 0.1%
 
5 388 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
90 3 < 0.1%
 
88 3 < 0.1%
 
87 3 < 0.1%
 
86 4 < 0.1%
 
85 8 < 0.1%
 

GKHandling
Highly correlated

This variable is highly correlated with GKDiving and should be ignored for analysis

Correlation0.97028

GKKicking
Highly correlated

This variable is highly correlated with GKHandling and should be ignored for analysis

Correlation0.96524

GKPositioning
Highly correlated

This variable is highly correlated with GKKicking and should be ignored for analysis

Correlation0.96434

GKReflexes
Highly correlated

This variable is highly correlated with GKPositioning and should be ignored for analysis

Correlation0.97013

HeadingAccuracy
Numeric

Distinct count92
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean52.298
Minimum4
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum4
5-th percentile13
Q144
Median56
Q364
95-th percentile75
Maximum94
Range90
Interquartile range20

Descriptive statistics

Standard deviation17.38
Coef of variation0.33232
Kurtosis0.29251
Mean52.298
MAD13.397
Skewness-0.88513
Sum9.4968e+05
Variance302.06
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
58 646 < 0.1%
 
59 572 < 0.1%
 
60 571 < 0.1%
 
55 565 < 0.1%
 
62 528 < 0.1%
 
65 510 < 0.1%
 
61 485 < 0.1%
 
64 483 < 0.1%
 
54 481 < 0.1%
 
57 471 < 0.1%
 
Other values (81) 12847 70.6%
 

Minimum 5 values

ValueCountFrequency (%) 
4 2 < 0.1%
 
5 3 < 0.1%
 
6 2 < 0.1%
 
7 7 < 0.1%
 
8 20 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
94 2 < 0.1%
 
93 3 < 0.1%
 
92 3 < 0.1%
 
91 4 < 0.1%
 
90 6 < 0.1%
 

Height
Categorical

Distinct count22
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
6'0
2881
5'10
2479
5'9
2238
Other values (18)
10561
ValueCountFrequency (%) 
6'0 2881 15.8%
 
5'10 2479 13.6%
 
5'9 2238 12.3%
 
5'11 2159 11.9%
 
6'2 2015 11.1%
 
6'1 1908 10.5%
 
6'3 990 5.4%
 
5'8 946 5.2%
 
5'7 905 < 0.1%
 
6'4 749 < 0.1%
 
Other values (11) 889 < 0.1%
 
Max length4
Mean length3.2547
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

ID
Numeric

Distinct count18207
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.143e+05
Minimum16
Maximum2.4662e+05
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum16
5-th percentile1.6396e+05
Q12.0032e+05
Median2.2176e+05
Q32.3653e+05
95-th percentile2.4474e+05
Maximum2.4662e+05
Range2.466e+05
Interquartile range36214

Descriptive statistics

Standard deviation29965
Coef of variation0.13983
Kurtosis9.6095
Mean2.143e+05
MAD21992
Skewness-2.268
Sum3.9017e+09
Variance8.9792e+08
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
2.3142e+05 1 < 0.1%
 
2.2588e+05 1 < 0.1%
 
2.0539e+05 1 < 0.1%
 
2.4431e+05 1 < 0.1%
 
2.0949e+05 1 < 0.1%
 
2.2997e+05 1 < 0.1%
 
2.013e+05 1 < 0.1%
 
2.4326e+05 1 < 0.1%
 
2.1564e+05 1 < 0.1%
 
2.1384e+05 1 < 0.1%
 
Other values (18197) 18197 > 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
16 1 < 0.1%
 
41 1 < 0.1%
 
80 1 < 0.1%
 
164 1 < 0.1%
 
657 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2.4662e+05 1 < 0.1%
 
2.4662e+05 1 < 0.1%
 
2.4662e+05 1 < 0.1%
 
2.4661e+05 1 < 0.1%
 
2.4661e+05 1 < 0.1%
 

Interceptions
Numeric

Distinct count90
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean46.698
Minimum3
Maximum92
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3
5-th percentile13
Q126
Median52
Q364
95-th percentile75
Maximum92
Range89
Interquartile range38

Descriptive statistics

Standard deviation20.697
Coef of variation0.4432
Kurtosis-1.2643
Mean46.698
MAD18.38
Skewness-0.26839
Sum8.4799e+05
Variance428.36
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
62 509 < 0.1%
 
66 505 < 0.1%
 
65 493 < 0.1%
 
63 477 < 0.1%
 
64 465 < 0.1%
 
60 428 < 0.1%
 
68 408 < 0.1%
 
58 402 < 0.1%
 
67 389 < 0.1%
 
22 373 < 0.1%
 
Other values (79) 13710 75.3%
 

Minimum 5 values

ValueCountFrequency (%) 
3 1 < 0.1%
 
4 1 < 0.1%
 
5 6 < 0.1%
 
6 46 < 0.1%
 
7 46 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
92 2 < 0.1%
 
90 3 < 0.1%
 
89 3 < 0.1%
 
88 5 < 0.1%
 
87 12 < 0.1%
 

International_Reputation
Numeric

Distinct count6
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean1.1132
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median1
Q31
95-th percentile2
Maximum5
Range4
Interquartile range0

Descriptive statistics

Standard deviation0.39403
Coef of variation0.35396
Kurtosis18.961
Mean1.1132
MAD0.20616
Skewness4.0604
Sum20215
Variance0.15526
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
1 16532 90.8%
 
2 1261 6.9%
 
3 309 < 0.1%
 
4 51 < 0.1%
 
5 6 < 0.1%
 
(Missing) 48 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 16532 90.8%
 
2 1261 6.9%
 
3 309 < 0.1%
 
4 51 < 0.1%
 
5 6 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5 6 < 0.1%
 
4 51 < 0.1%
 
3 309 < 0.1%
 
2 1261 6.9%
 
1 16532 90.8%
 

Jersey_Number
Numeric

Distinct count100
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)60
Infinite (%)0.0%
Infinite (n)0
Mean19.546
Minimum1
Maximum99
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile2
Q18
Median17
Q326
95-th percentile44
Maximum99
Range98
Interquartile range18

Descriptive statistics

Standard deviation15.948
Coef of variation0.81591
Kurtosis7.1353
Mean19.546
MAD11.099
Skewness2.1855
Sum3.547e+05
Variance254.33
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
8 612 < 0.1%
 
7 604 < 0.1%
 
10 593 < 0.1%
 
11 590 < 0.1%
 
6 586 < 0.1%
 
5 579 < 0.1%
 
9 577 < 0.1%
 
4 573 < 0.1%
 
20 568 < 0.1%
 
1 566 < 0.1%
 
Other values (89) 12299 67.6%
 

Minimum 5 values

ValueCountFrequency (%) 
1 566 < 0.1%
 
2 519 < 0.1%
 
3 547 < 0.1%
 
4 573 < 0.1%
 
5 579 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
99 70 < 0.1%
 
98 21 < 0.1%
 
97 16 < 0.1%
 
96 13 < 0.1%
 
95 12 < 0.1%
 

Joined
Categorical

Distinct count1737
Unique (%)9.5%
Missing (%)8.5%
Missing (n)1553
Jul 1, 2018
 
1538
Jul 1, 2017
 
1133
Jan 1, 2018
 
635
Other values (1733)
13348
(Missing)
 
1553
ValueCountFrequency (%) 
Jul 1, 2018 1538 8.4%
 
Jul 1, 2017 1133 6.2%
 
Jan 1, 2018 635 < 0.1%
 
Jul 1, 2016 614 < 0.1%
 
Jul 1, 2015 368 < 0.1%
 
Jan 1, 2017 231 < 0.1%
 
Jul 1, 2014 226 < 0.1%
 
Jan 1, 2016 180 < 0.1%
 
Jul 1, 2013 156 < 0.1%
 
Jan 1, 2015 143 < 0.1%
 
Other values (1726) 11430 62.8%
 
(Missing) 1553 8.5%
 
Max length12
Mean length10.692
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

Jumping
Numeric

Distinct count75
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean65.089
Minimum15
Maximum95
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum15
5-th percentile43
Q158
Median66
Q373
95-th percentile83
Maximum95
Range80
Interquartile range15

Descriptive statistics

Standard deviation11.82
Coef of variation0.1816
Kurtosis0.32485
Mean65.089
MAD9.268
Skewness-0.45432
Sum1.182e+06
Variance139.71
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
70 718 < 0.1%
 
72 651 < 0.1%
 
68 647 < 0.1%
 
71 631 < 0.1%
 
65 626 < 0.1%
 
63 624 < 0.1%
 
67 621 < 0.1%
 
73 616 < 0.1%
 
64 600 < 0.1%
 
69 593 < 0.1%
 
Other values (64) 11832 65.0%
 

Minimum 5 values

ValueCountFrequency (%) 
15 1 < 0.1%
 
16 1 < 0.1%
 
22 1 < 0.1%
 
23 1 < 0.1%
 
26 4 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
95 1 < 0.1%
 
94 5 < 0.1%
 
93 18 < 0.1%
 
92 45 < 0.1%
 
91 75 < 0.1%
 

LAM
Categorical

Distinct count102
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
744
62+2
 
722
60+2
 
702
Other values (98)
13954
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 744 < 0.1%
 
62+2 722 < 0.1%
 
60+2 702 < 0.1%
 
63+2 675 < 0.1%
 
59+2 674 < 0.1%
 
58+2 668 < 0.1%
 
64+2 661 < 0.1%
 
65+2 643 < 0.1%
 
66+2 609 < 0.1%
 
57+2 607 < 0.1%
 
Other values (91) 9417 51.7%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

LB
Categorical

Distinct count99
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
669
58+2
 
659
59+2
 
653
Other values (95)
14141
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 669 < 0.1%
 
58+2 659 < 0.1%
 
59+2 653 < 0.1%
 
63+2 652 < 0.1%
 
64+2 646 < 0.1%
 
60+2 629 < 0.1%
 
62+2 600 < 0.1%
 
57+2 571 < 0.1%
 
65+2 568 < 0.1%
 
54+2 540 < 0.1%
 
Other values (88) 9935 54.6%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

LCB
Categorical

Distinct count109
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
63+2
 
634
62+2
 
618
64+2
 
591
Other values (105)
14279
(Missing)
 
2085
ValueCountFrequency (%) 
63+2 634 < 0.1%
 
62+2 618 < 0.1%
 
64+2 591 < 0.1%
 
65+2 580 < 0.1%
 
61+2 569 < 0.1%
 
66+2 533 < 0.1%
 
60+2 499 < 0.1%
 
67+2 477 < 0.1%
 
68+2 476 < 0.1%
 
59+2 475 < 0.1%
 
Other values (98) 10670 58.6%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

LCM
Categorical

Distinct count93
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
58+2
 
762
62+2
 
747
60+2
 
743
Other values (89)
13870
(Missing)
 
2085
ValueCountFrequency (%) 
58+2 762 < 0.1%
 
62+2 747 < 0.1%
 
60+2 743 < 0.1%
 
61+2 731 < 0.1%
 
59+2 726 < 0.1%
 
57+2 665 < 0.1%
 
56+2 654 < 0.1%
 
63+2 648 < 0.1%
 
55+2 645 < 0.1%
 
64+2 636 < 0.1%
 
Other values (82) 9165 50.3%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

LDM
Categorical

Distinct count100
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
62+2
 
660
60+2
 
620
61+2
 
620
Other values (96)
14222
(Missing)
 
2085
ValueCountFrequency (%) 
62+2 660 < 0.1%
 
60+2 620 < 0.1%
 
61+2 620 < 0.1%
 
59+2 592 < 0.1%
 
64+2 592 < 0.1%
 
63+2 573 < 0.1%
 
58+2 565 < 0.1%
 
65+2 539 < 0.1%
 
57+2 529 < 0.1%
 
66+2 524 < 0.1%
 
Other values (89) 10308 56.6%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

LF
Categorical

Distinct count103
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
713
63+2
 
694
62+2
 
686
Other values (99)
14029
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 713 < 0.1%
 
63+2 694 < 0.1%
 
62+2 686 < 0.1%
 
60+2 677 < 0.1%
 
64+2 676 < 0.1%
 
59+2 666 < 0.1%
 
58+2 637 < 0.1%
 
65+2 637 < 0.1%
 
66+2 602 < 0.1%
 
57+2 591 < 0.1%
 
Other values (92) 9543 52.4%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

LM
Categorical

Distinct count101
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
804
62+2
 
757
60+2
 
744
Other values (97)
13817
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 804 < 0.1%
 
62+2 757 < 0.1%
 
60+2 744 < 0.1%
 
63+2 742 < 0.1%
 
64+2 715 < 0.1%
 
65+2 701 < 0.1%
 
59+2 689 < 0.1%
 
66+2 665 < 0.1%
 
67+2 619 < 0.1%
 
57+2 608 < 0.1%
 
Other values (90) 9078 49.9%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Loaned_From
Categorical

Distinct count342
Unique (%)< 0.1%
Missing (%)93.1%
Missing (n)16943
Atalanta
 
20
Sassuolo
 
18
Juventus
 
17
Other values (338)
 
1209
(Missing)
16943
ValueCountFrequency (%) 
Atalanta 20 < 0.1%
 
Sassuolo 18 < 0.1%
 
Juventus 17 < 0.1%
 
SL Benfica 17 < 0.1%
 
Sporting CP 14 < 0.1%
 
Watford 12 < 0.1%
 
Chelsea 12 < 0.1%
 
FC Red Bull Salzburg 12 < 0.1%
 
Inter 12 < 0.1%
 
Leeds United 12 < 0.1%
 
Other values (331) 1118 6.1%
 
(Missing) 16943 93.1%
 
Max length35
Mean length3.6559
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

LongPassing
Numeric

Distinct count85
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean52.712
Minimum9
Maximum93
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum9
5-th percentile23
Q143
Median56
Q364
95-th percentile74
Maximum93
Range84
Interquartile range21

Descriptive statistics

Standard deviation15.328
Coef of variation0.29079
Kurtosis-0.37654
Mean52.712
MAD12.475
Skewness-0.59564
Sum9.572e+05
Variance234.94
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
62 625 < 0.1%
 
59 603 < 0.1%
 
58 602 < 0.1%
 
63 598 < 0.1%
 
60 593 < 0.1%
 
64 565 < 0.1%
 
65 557 < 0.1%
 
55 537 < 0.1%
 
57 510 < 0.1%
 
61 508 < 0.1%
 
Other values (74) 12461 68.4%
 

Minimum 5 values

ValueCountFrequency (%) 
9 3 < 0.1%
 
10 3 < 0.1%
 
11 11 < 0.1%
 
12 18 < 0.1%
 
13 22 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
93 1 < 0.1%
 
91 1 < 0.1%
 
90 2 < 0.1%
 
89 4 < 0.1%
 
88 2 < 0.1%
 

LongShots
Numeric

Distinct count93
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean47.11
Minimum3
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3
5-th percentile12
Q133
Median51
Q362
95-th percentile73
Maximum94
Range91
Interquartile range29

Descriptive statistics

Standard deviation19.261
Coef of variation0.40884
Kurtosis-0.82051
Mean47.11
MAD16.267
Skewness-0.43227
Sum8.5547e+05
Variance370.97
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
59 508 < 0.1%
 
58 496 < 0.1%
 
62 485 < 0.1%
 
65 436 < 0.1%
 
55 435 < 0.1%
 
64 430 < 0.1%
 
60 408 < 0.1%
 
56 401 < 0.1%
 
52 395 < 0.1%
 
63 385 < 0.1%
 
Other values (82) 13780 75.7%
 

Minimum 5 values

ValueCountFrequency (%) 
3 1 < 0.1%
 
4 6 < 0.1%
 
5 84 < 0.1%
 
6 110 < 0.1%
 
7 107 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
94 1 < 0.1%
 
93 2 < 0.1%
 
92 2 < 0.1%
 
91 2 < 0.1%
 
90 2 < 0.1%
 

LS
Categorical

Distinct count94
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
705
60+2
 
695
59+2
 
688
Other values (90)
14034
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 705 < 0.1%
 
60+2 695 < 0.1%
 
59+2 688 < 0.1%
 
63+2 667 < 0.1%
 
64+2 666 < 0.1%
 
58+2 661 < 0.1%
 
57+2 651 < 0.1%
 
62+2 623 < 0.1%
 
56+2 602 < 0.1%
 
54+2 571 < 0.1%
 
Other values (83) 9593 52.7%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

LW
Categorical

Distinct count106
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
63+2
 
745
61+2
 
705
62+2
 
687
Other values (102)
13985
(Missing)
 
2085
ValueCountFrequency (%) 
63+2 745 < 0.1%
 
61+2 705 < 0.1%
 
62+2 687 < 0.1%
 
59+2 678 < 0.1%
 
60+2 678 < 0.1%
 
64+2 677 < 0.1%
 
65+2 673 < 0.1%
 
66+2 626 < 0.1%
 
57+2 608 < 0.1%
 
58+2 604 < 0.1%
 
Other values (95) 9441 51.9%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

LWB
Categorical

Distinct count96
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
713
60+2
 
697
59+2
 
685
Other values (92)
14027
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 713 < 0.1%
 
60+2 697 < 0.1%
 
59+2 685 < 0.1%
 
56+2 679 < 0.1%
 
62+2 677 < 0.1%
 
57+2 629 < 0.1%
 
63+2 621 < 0.1%
 
53+2 609 < 0.1%
 
58+2 599 < 0.1%
 
64+2 584 < 0.1%
 
Other values (85) 9629 52.9%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Marking
Numeric

Distinct count93
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean47.282
Minimum3
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3
5-th percentile13
Q130
Median53
Q364
95-th percentile74
Maximum94
Range91
Interquartile range34

Descriptive statistics

Standard deviation19.904
Coef of variation0.42098
Kurtosis-1.0924
Mean47.282
MAD17.399
Skewness-0.36268
Sum8.5859e+05
Variance396.19
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
60 573 < 0.1%
 
62 549 < 0.1%
 
65 525 < 0.1%
 
64 485 < 0.1%
 
58 466 < 0.1%
 
55 453 < 0.1%
 
63 428 < 0.1%
 
66 427 < 0.1%
 
59 424 < 0.1%
 
68 420 < 0.1%
 
Other values (82) 13409 73.6%
 

Minimum 5 values

ValueCountFrequency (%) 
3 1 < 0.1%
 
4 1 < 0.1%
 
5 16 < 0.1%
 
6 29 < 0.1%
 
7 53 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
94 1 < 0.1%
 
93 1 < 0.1%
 
92 1 < 0.1%
 
91 2 < 0.1%
 
90 9 < 0.1%
 

Name
Categorical

Distinct count17194
Unique (%)94.4%
Missing (%)0.0%
Missing (n)0
J. Rodríguez
 
11
Paulinho
 
8
R. Williams
 
7
Other values (17191)
18181
ValueCountFrequency (%) 
J. Rodríguez 11 < 0.1%
 
Paulinho 8 < 0.1%
 
R. Williams 7 < 0.1%
 
J. Williams 7 < 0.1%
 
J. Valencia 6 < 0.1%
 
J. Gómez 6 < 0.1%
 
J. Hernández 6 < 0.1%
 
Felipe 6 < 0.1%
 
Danilo 5 < 0.1%
 
L. Rodríguez 5 < 0.1%
 
Other values (17184) 18140 > 99.9%
 
Max length22
Mean length10.018
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

Nationality
Categorical

Distinct count164
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
England
 
1662
Germany
 
1198
Spain
 
1072
Other values (161)
14275
ValueCountFrequency (%) 
England 1662 9.1%
 
Germany 1198 6.6%
 
Spain 1072 5.9%
 
Argentina 937 5.1%
 
France 914 5.0%
 
Brazil 827 < 0.1%
 
Italy 702 < 0.1%
 
Colombia 618 < 0.1%
 
Japan 478 < 0.1%
 
Netherlands 453 < 0.1%
 
Other values (154) 9346 51.3%
 
Max length20
Mean length7.6248
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

Overall
Numeric

Distinct count48
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean66.239
Minimum46
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum46
5-th percentile54
Q162
Median66
Q371
95-th percentile77
Maximum94
Range48
Interquartile range9

Descriptive statistics

Standard deviation6.9089
Coef of variation0.1043
Kurtosis0.096569
Mean66.239
MAD5.4443
Skewness0.067185
Sum1.206e+06
Variance47.733
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
66 1163 6.4%
 
67 1118 6.1%
 
64 1091 6.0%
 
65 1045 5.7%
 
68 1035 5.7%
 
63 1002 5.5%
 
69 973 5.3%
 
70 889 < 0.1%
 
62 878 < 0.1%
 
71 783 < 0.1%
 
Other values (38) 8230 45.2%
 

Minimum 5 values

ValueCountFrequency (%) 
46 1 < 0.1%
 
47 20 < 0.1%
 
48 32 < 0.1%
 
49 36 < 0.1%
 
50 103 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
94 2 < 0.1%
 
92 1 < 0.1%
 
91 6 < 0.1%
 
90 5 < 0.1%
 
89 11 < 0.1%
 

Penalties
Numeric

Distinct count88
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean48.549
Minimum5
Maximum92
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum5
5-th percentile18
Q139
Median49
Q360
95-th percentile72
Maximum92
Range87
Interquartile range21

Descriptive statistics

Standard deviation15.704
Coef of variation0.32347
Kurtosis-0.34735
Mean48.549
MAD12.708
Skewness-0.35497
Sum8.8159e+05
Variance246.62
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
45 492 < 0.1%
 
55 488 < 0.1%
 
49 480 < 0.1%
 
48 473 < 0.1%
 
58 471 < 0.1%
 
59 468 < 0.1%
 
60 452 < 0.1%
 
50 444 < 0.1%
 
44 426 < 0.1%
 
42 420 < 0.1%
 
Other values (77) 13545 74.4%
 

Minimum 5 values

ValueCountFrequency (%) 
5 1 < 0.1%
 
7 1 < 0.1%
 
8 4 < 0.1%
 
9 6 < 0.1%
 
10 52 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
92 1 < 0.1%
 
91 1 < 0.1%
 
90 6 < 0.1%
 
89 3 < 0.1%
 
88 7 < 0.1%
 

Photo
URL

Distinct count18207
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
ValueCountFrequency (%) 
https://cdn.sofifa.org/players/4/19/242217.png 1 < 0.1%
 
https://cdn.sofifa.org/players/4/19/244746.png 1 < 0.1%
 
https://cdn.sofifa.org/players/4/19/243943.png 1 < 0.1%
 
https://cdn.sofifa.org/players/4/19/244257.png 1 < 0.1%
 
https://cdn.sofifa.org/players/4/19/229733.png 1 < 0.1%
 
https://cdn.sofifa.org/players/4/19/164169.png 1 < 0.1%
 
https://cdn.sofifa.org/players/4/19/189485.png 1 < 0.1%
 
https://cdn.sofifa.org/players/4/19/184312.png 1 < 0.1%
 
https://cdn.sofifa.org/players/4/19/223240.png 1 < 0.1%
 
https://cdn.sofifa.org/players/4/19/245371.png 1 < 0.1%
 
Other values (18197) 18197 > 99.9%
 
ValueCountFrequency (%) 
https 18207 100.0%
 
ValueCountFrequency (%) 
cdn.sofifa.org 18207 100.0%
 
ValueCountFrequency (%) 
/players/4/19/191980.png 1 < 0.1%
 
/players/4/19/206407.png 1 < 0.1%
 
/players/4/19/155977.png 1 < 0.1%
 
/players/4/19/186153.png 1 < 0.1%
 
/players/4/19/212338.png 1 < 0.1%
 
/players/4/19/206202.png 1 < 0.1%
 
/players/4/19/227174.png 1 < 0.1%
 
/players/4/19/176526.png 1 < 0.1%
 
/players/4/19/203455.png 1 < 0.1%
 
/players/4/19/162211.png 1 < 0.1%
 
Other values (18197) 18197 > 99.9%
 
ValueCountFrequency (%) 
18207 100.0%
 
ValueCountFrequency (%) 
18207 100.0%
 

Position
Categorical

Distinct count28
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)60
ST
 
2152
GK
 
2025
CB
 
1778
Other values (24)
12192
ValueCountFrequency (%) 
ST 2152 11.8%
 
GK 2025 11.1%
 
CB 1778 9.8%
 
CM 1394 7.7%
 
LB 1322 7.3%
 
RB 1291 7.1%
 
RM 1124 6.2%
 
LM 1095 6.0%
 
CAM 958 5.3%
 
CDM 948 5.2%
 
Other values (17) 4060 22.3%
 
Max length3
Mean length2.2614
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Positioning
Numeric

Distinct count95
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean49.958
Minimum2
Maximum95
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile11
Q138
Median55
Q364
95-th percentile75
Maximum95
Range93
Interquartile range26

Descriptive statistics

Standard deviation19.529
Coef of variation0.39091
Kurtosis-0.40216
Mean49.958
MAD15.897
Skewness-0.72022
Sum9.072e+05
Variance381.38
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
58 574 < 0.1%
 
65 537 < 0.1%
 
62 516 < 0.1%
 
64 509 < 0.1%
 
60 503 < 0.1%
 
59 494 < 0.1%
 
63 478 < 0.1%
 
55 461 < 0.1%
 
68 459 < 0.1%
 
66 457 < 0.1%
 
Other values (84) 13171 72.3%
 

Minimum 5 values

ValueCountFrequency (%) 
2 5 < 0.1%
 
3 9 < 0.1%
 
4 69 < 0.1%
 
5 110 < 0.1%
 
6 144 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
95 1 < 0.1%
 
94 1 < 0.1%
 
93 2 < 0.1%
 
92 5 < 0.1%
 
91 3 < 0.1%
 

Potential
Numeric

Distinct count47
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean71.307
Minimum48
Maximum95
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum48
5-th percentile62
Q167
Median71
Q375
95-th percentile82
Maximum95
Range47
Interquartile range8

Descriptive statistics

Standard deviation6.1365
Coef of variation0.086057
Kurtosis0.035826
Mean71.307
MAD4.9083
Skewness0.26615
Sum1.2983e+06
Variance37.657
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
70 1203 6.6%
 
69 1175 6.5%
 
71 1140 6.3%
 
68 1136 6.2%
 
72 1122 6.2%
 
73 1051 5.8%
 
74 1015 5.6%
 
66 996 5.5%
 
67 991 5.4%
 
75 951 5.2%
 
Other values (37) 7427 40.8%
 

Minimum 5 values

ValueCountFrequency (%) 
48 2 < 0.1%
 
50 2 < 0.1%
 
51 2 < 0.1%
 
52 10 < 0.1%
 
53 6 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
95 1 < 0.1%
 
94 3 < 0.1%
 
93 4 < 0.1%
 
92 9 < 0.1%
 
91 12 < 0.1%
 

Preferred_Foot
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Right
13948
Left
4211
(Missing)
 
48
ValueCountFrequency (%) 
Right 13948 76.6%
 
Left 4211 23.1%
 
(Missing) 48 < 0.1%
 
Max length5
Mean length4.7634
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

RAM
Categorical

Distinct count102
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
744
62+2
 
722
60+2
 
702
Other values (98)
13954
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 744 < 0.1%
 
62+2 722 < 0.1%
 
60+2 702 < 0.1%
 
63+2 675 < 0.1%
 
59+2 674 < 0.1%
 
58+2 668 < 0.1%
 
64+2 661 < 0.1%
 
65+2 643 < 0.1%
 
66+2 609 < 0.1%
 
57+2 607 < 0.1%
 
Other values (91) 9417 51.7%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

RB
Categorical

Distinct count99
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
669
58+2
 
659
59+2
 
653
Other values (95)
14141
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 669 < 0.1%
 
58+2 659 < 0.1%
 
59+2 653 < 0.1%
 
63+2 652 < 0.1%
 
64+2 646 < 0.1%
 
60+2 629 < 0.1%
 
62+2 600 < 0.1%
 
57+2 571 < 0.1%
 
65+2 568 < 0.1%
 
54+2 540 < 0.1%
 
Other values (88) 9935 54.6%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

RCB
Categorical

Distinct count109
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
63+2
 
634
62+2
 
618
64+2
 
591
Other values (105)
14279
(Missing)
 
2085
ValueCountFrequency (%) 
63+2 634 < 0.1%
 
62+2 618 < 0.1%
 
64+2 591 < 0.1%
 
65+2 580 < 0.1%
 
61+2 569 < 0.1%
 
66+2 533 < 0.1%
 
60+2 499 < 0.1%
 
67+2 477 < 0.1%
 
68+2 476 < 0.1%
 
59+2 475 < 0.1%
 
Other values (98) 10670 58.6%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

RCM
Categorical

Distinct count93
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
58+2
 
762
62+2
 
747
60+2
 
743
Other values (89)
13870
(Missing)
 
2085
ValueCountFrequency (%) 
58+2 762 < 0.1%
 
62+2 747 < 0.1%
 
60+2 743 < 0.1%
 
61+2 731 < 0.1%
 
59+2 726 < 0.1%
 
57+2 665 < 0.1%
 
56+2 654 < 0.1%
 
63+2 648 < 0.1%
 
55+2 645 < 0.1%
 
64+2 636 < 0.1%
 
Other values (82) 9165 50.3%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

RDM
Categorical

Distinct count100
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
62+2
 
660
60+2
 
620
61+2
 
620
Other values (96)
14222
(Missing)
 
2085
ValueCountFrequency (%) 
62+2 660 < 0.1%
 
60+2 620 < 0.1%
 
61+2 620 < 0.1%
 
59+2 592 < 0.1%
 
64+2 592 < 0.1%
 
63+2 573 < 0.1%
 
58+2 565 < 0.1%
 
65+2 539 < 0.1%
 
57+2 529 < 0.1%
 
66+2 524 < 0.1%
 
Other values (89) 10308 56.6%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Reactions
Numeric

Distinct count69
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean61.837
Minimum21
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum21
5-th percentile47
Q156
Median62
Q368
95-th percentile76
Maximum96
Range75
Interquartile range12

Descriptive statistics

Standard deviation9.0105
Coef of variation0.14571
Kurtosis0.057029
Mean61.837
MAD7.1723
Skewness-0.11413
Sum1.1229e+06
Variance81.188
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
65 863 < 0.1%
 
64 862 < 0.1%
 
60 833 < 0.1%
 
62 820 < 0.1%
 
63 812 < 0.1%
 
66 734 < 0.1%
 
58 716 < 0.1%
 
68 710 < 0.1%
 
67 701 < 0.1%
 
61 700 < 0.1%
 
Other values (58) 10408 57.2%
 

Minimum 5 values

ValueCountFrequency (%) 
21 1 < 0.1%
 
30 5 < 0.1%
 
31 5 < 0.1%
 
32 6 < 0.1%
 
33 12 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 1 < 0.1%
 
95 1 < 0.1%
 
94 1 < 0.1%
 
93 1 < 0.1%
 
92 1 < 0.1%
 

Real_Face
Boolean

Distinct count3
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
No
16505
Yes
 
1654
(Missing)
 
48
ValueCountFrequency (%) 
No 16505 90.7%
 
Yes 1654 9.1%
 
(Missing) 48 < 0.1%
 

Release_Clause
Categorical

Distinct count1245
Unique (%)6.8%
Missing (%)8.6%
Missing (n)1564
€1.1M
 
557
€1.3M
 
423
€1.4M
 
386
Other values (1241)
15277
(Missing)
 
1564
ValueCountFrequency (%) 
€1.1M 557 < 0.1%
 
€1.3M 423 < 0.1%
 
€1.4M 386 < 0.1%
 
€1.2M 385 < 0.1%
 
€1.5M 337 < 0.1%
 
€1.6M 318 < 0.1%
 
€1M 286 < 0.1%
 
€1.8M 246 < 0.1%
 
€1.7M 216 < 0.1%
 
€1.9M 204 < 0.1%
 
Other values (1234) 13285 73.0%
 
(Missing) 1564 8.6%
 
Max length7
Mean length4.8097
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

RF
Categorical

Distinct count103
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
713
63+2
 
694
62+2
 
686
Other values (99)
14029
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 713 < 0.1%
 
63+2 694 < 0.1%
 
62+2 686 < 0.1%
 
60+2 677 < 0.1%
 
64+2 676 < 0.1%
 
59+2 666 < 0.1%
 
58+2 637 < 0.1%
 
65+2 637 < 0.1%
 
66+2 602 < 0.1%
 
57+2 591 < 0.1%
 
Other values (92) 9543 52.4%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

RM
Categorical

Distinct count101
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
804
62+2
 
757
60+2
 
744
Other values (97)
13817
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 804 < 0.1%
 
62+2 757 < 0.1%
 
60+2 744 < 0.1%
 
63+2 742 < 0.1%
 
64+2 715 < 0.1%
 
65+2 701 < 0.1%
 
59+2 689 < 0.1%
 
66+2 665 < 0.1%
 
67+2 619 < 0.1%
 
57+2 608 < 0.1%
 
Other values (90) 9078 49.9%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

RS
Categorical

Distinct count94
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
705
60+2
 
695
59+2
 
688
Other values (90)
14034
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 705 < 0.1%
 
60+2 695 < 0.1%
 
59+2 688 < 0.1%
 
63+2 667 < 0.1%
 
64+2 666 < 0.1%
 
58+2 661 < 0.1%
 
57+2 651 < 0.1%
 
62+2 623 < 0.1%
 
56+2 602 < 0.1%
 
54+2 571 < 0.1%
 
Other values (83) 9593 52.7%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

RW
Categorical

Distinct count106
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
63+2
 
745
61+2
 
705
62+2
 
687
Other values (102)
13985
(Missing)
 
2085
ValueCountFrequency (%) 
63+2 745 < 0.1%
 
61+2 705 < 0.1%
 
62+2 687 < 0.1%
 
59+2 678 < 0.1%
 
60+2 678 < 0.1%
 
64+2 677 < 0.1%
 
65+2 673 < 0.1%
 
66+2 626 < 0.1%
 
57+2 608 < 0.1%
 
58+2 604 < 0.1%
 
Other values (95) 9441 51.9%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

RWB
Categorical

Distinct count96
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
713
60+2
 
697
59+2
 
685
Other values (92)
14027
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 713 < 0.1%
 
60+2 697 < 0.1%
 
59+2 685 < 0.1%
 
56+2 679 < 0.1%
 
62+2 677 < 0.1%
 
57+2 629 < 0.1%
 
63+2 621 < 0.1%
 
53+2 609 < 0.1%
 
58+2 599 < 0.1%
 
64+2 584 < 0.1%
 
Other values (85) 9629 52.9%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

ShortPassing
Highly correlated

This variable is highly correlated with BallControl and should be ignored for analysis

Correlation0.91145

ShotPower
Numeric

Distinct count93
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean55.46
Minimum2
Maximum95
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile21
Q145
Median59
Q368
95-th percentile78
Maximum95
Range93
Interquartile range23

Descriptive statistics

Standard deviation17.238
Coef of variation0.31082
Kurtosis-0.33517
Mean55.46
MAD13.951
Skewness-0.68047
Sum1.0071e+06
Variance297.15
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
68 574 < 0.1%
 
70 558 < 0.1%
 
65 552 < 0.1%
 
62 542 < 0.1%
 
66 515 < 0.1%
 
60 497 < 0.1%
 
64 491 < 0.1%
 
63 473 < 0.1%
 
58 471 < 0.1%
 
59 462 < 0.1%
 
Other values (82) 13024 71.5%
 

Minimum 5 values

ValueCountFrequency (%) 
2 1 < 0.1%
 
3 1 < 0.1%
 
6 2 < 0.1%
 
7 1 < 0.1%
 
8 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
95 1 < 0.1%
 
94 1 < 0.1%
 
93 1 < 0.1%
 
92 3 < 0.1%
 
91 2 < 0.1%
 

Skill_Moves
Numeric

Distinct count6
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean2.3613
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median2
Q33
95-th percentile4
Maximum5
Range4
Interquartile range1

Descriptive statistics

Standard deviation0.75616
Coef of variation0.32023
Kurtosis-0.087602
Mean2.3613
MAD0.6446
Skewness0.1499
Sum42879
Variance0.57178
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
2 8565 47.0%
 
3 6600 36.2%
 
1 2026 11.1%
 
4 917 5.0%
 
5 51 < 0.1%
 
(Missing) 48 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2026 11.1%
 
2 8565 47.0%
 
3 6600 36.2%
 
4 917 5.0%
 
5 51 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5 51 < 0.1%
 
4 917 5.0%
 
3 6600 36.2%
 
2 8565 47.0%
 
1 2026 11.1%
 

SlidingTackle
Highly correlated

This variable is highly correlated with Interceptions and should be ignored for analysis

Correlation0.92828

Special
Highly correlated

This variable is highly correlated with ShortPassing and should be ignored for analysis

Correlation0.90673

SprintSpeed
Highly correlated

This variable is highly correlated with Acceleration and should be ignored for analysis

Correlation0.92193

ST
Categorical

Distinct count94
Unique (%)< 0.1%
Missing (%)11.5%
Missing (n)2085
61+2
 
705
60+2
 
695
59+2
 
688
Other values (90)
14034
(Missing)
 
2085
ValueCountFrequency (%) 
61+2 705 < 0.1%
 
60+2 695 < 0.1%
 
59+2 688 < 0.1%
 
63+2 667 < 0.1%
 
64+2 666 < 0.1%
 
58+2 661 < 0.1%
 
57+2 651 < 0.1%
 
62+2 623 < 0.1%
 
56+2 602 < 0.1%
 
54+2 571 < 0.1%
 
Other values (83) 9593 52.7%
 
(Missing) 2085 11.5%
 
Max length4
Mean length3.8855
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Stamina
Numeric

Distinct count86
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean63.22
Minimum12
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum12
5-th percentile29
Q156
Median66
Q374
95-th percentile84
Maximum96
Range84
Interquartile range18

Descriptive statistics

Standard deviation15.895
Coef of variation0.25142
Kurtosis0.48157
Mean63.22
MAD12.195
Skewness-0.9154
Sum1.148e+06
Variance252.64
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
68 694 < 0.1%
 
69 668 < 0.1%
 
67 630 < 0.1%
 
72 611 < 0.1%
 
65 587 < 0.1%
 
74 577 < 0.1%
 
66 574 < 0.1%
 
70 572 < 0.1%
 
75 556 < 0.1%
 
64 549 < 0.1%
 
Other values (75) 12141 66.7%
 

Minimum 5 values

ValueCountFrequency (%) 
12 1 < 0.1%
 
13 2 < 0.1%
 
14 9 < 0.1%
 
15 4 < 0.1%
 
16 22 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 3 < 0.1%
 
95 2 < 0.1%
 
94 7 < 0.1%
 
93 27 < 0.1%
 
92 58 < 0.1%
 

StandingTackle
Highly correlated

This variable is highly correlated with SlidingTackle and should be ignored for analysis

Correlation0.97466

Strength
Numeric

Distinct count75
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean65.312
Minimum17
Maximum97
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum17
5-th percentile41
Q158
Median67
Q374
95-th percentile84
Maximum97
Range80
Interquartile range16

Descriptive statistics

Standard deviation12.557
Coef of variation0.19226
Kurtosis0.057389
Mean65.312
MAD9.922
Skewness-0.46836
Sum1.186e+06
Variance157.68
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
68 678 < 0.1%
 
67 626 < 0.1%
 
65 623 < 0.1%
 
69 605 < 0.1%
 
70 596 < 0.1%
 
73 569 < 0.1%
 
72 569 < 0.1%
 
64 564 < 0.1%
 
66 561 < 0.1%
 
75 541 < 0.1%
 
Other values (64) 12227 67.2%
 

Minimum 5 values

ValueCountFrequency (%) 
17 1 < 0.1%
 
24 2 < 0.1%
 
25 2 < 0.1%
 
26 4 < 0.1%
 
27 4 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
97 1 < 0.1%
 
95 3 < 0.1%
 
94 14 < 0.1%
 
93 29 < 0.1%
 
92 58 < 0.1%
 

Unnamed_0
Numeric

Distinct count18207
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean9103
Minimum0
Maximum18206
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile910.3
Q14551.5
Median9103
Q313654
95-th percentile17296
Maximum18206
Range18206
Interquartile range9103

Descriptive statistics

Standard deviation5256.1
Coef of variation0.5774
Kurtosis-1.2
Mean9103
MAD4551.7
Skewness0
Sum1.6574e+08
Variance2.7626e+07
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
2047 1 < 0.1%
 
15010 1 < 0.1%
 
661 1 < 0.1%
 
6806 1 < 0.1%
 
4759 1 < 0.1%
 
17053 1 < 0.1%
 
10912 1 < 0.1%
 
8865 1 < 0.1%
 
12963 1 < 0.1%
 
12947 1 < 0.1%
 
Other values (18197) 18197 > 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 < 0.1%
 
1 1 < 0.1%
 
2 1 < 0.1%
 
3 1 < 0.1%
 
4 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
18206 1 < 0.1%
 
18205 1 < 0.1%
 
18204 1 < 0.1%
 
18203 1 < 0.1%
 
18202 1 < 0.1%
 

Value
Categorical

Distinct count217
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
€1.1M
 
431
€375K
 
372
€425K
 
354
Other values (214)
17050
ValueCountFrequency (%) 
€1.1M 431 < 0.1%
 
€375K 372 < 0.1%
 
€425K 354 < 0.1%
 
€325K 351 < 0.1%
 
€450K 343 < 0.1%
 
€525K 338 < 0.1%
 
€350K 325 < 0.1%
 
€1.2M 324 < 0.1%
 
€400K 323 < 0.1%
 
€1M 318 < 0.1%
 
Other values (207) 14728 80.9%
 
Max length7
Mean length4.7707
Min length2
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Vision
Numeric

Distinct count86
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean53.401
Minimum10
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum10
5-th percentile29
Q144
Median55
Q364
95-th percentile74
Maximum94
Range84
Interquartile range20

Descriptive statistics

Standard deviation14.147
Coef of variation0.26492
Kurtosis-0.35231
Mean53.401
MAD11.525
Skewness-0.35075
Sum9.6971e+05
Variance200.13
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
58 595 < 0.1%
 
55 565 < 0.1%
 
60 541 < 0.1%
 
59 536 < 0.1%
 
62 513 < 0.1%
 
65 507 < 0.1%
 
64 498 < 0.1%
 
53 472 < 0.1%
 
63 470 < 0.1%
 
52 469 < 0.1%
 
Other values (75) 12993 71.4%
 

Minimum 5 values

ValueCountFrequency (%) 
10 6 < 0.1%
 
11 20 < 0.1%
 
12 20 < 0.1%
 
13 17 < 0.1%
 
14 24 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
94 2 < 0.1%
 
93 1 < 0.1%
 
92 2 < 0.1%
 
91 3 < 0.1%
 
90 1 < 0.1%
 

Volleys
Numeric

Distinct count88
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean42.909
Minimum4
Maximum90
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum4
5-th percentile12
Q130
Median44
Q357
95-th percentile70
Maximum90
Range86
Interquartile range27

Descriptive statistics

Standard deviation17.694
Coef of variation0.41237
Kurtosis-0.7162
Mean42.909
MAD14.697
Skewness-0.14865
Sum7.7918e+05
Variance313.09
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
49 402 < 0.1%
 
59 387 < 0.1%
 
48 387 < 0.1%
 
58 382 < 0.1%
 
45 374 < 0.1%
 
42 369 < 0.1%
 
43 368 < 0.1%
 
55 359 < 0.1%
 
52 357 < 0.1%
 
54 354 < 0.1%
 
Other values (77) 14420 79.2%
 

Minimum 5 values

ValueCountFrequency (%) 
4 7 < 0.1%
 
5 90 < 0.1%
 
6 101 < 0.1%
 
7 110 < 0.1%
 
8 137 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
90 5 < 0.1%
 
89 1 < 0.1%
 
88 3 < 0.1%
 
87 5 < 0.1%
 
86 7 < 0.1%
 

Wage
Categorical

Distinct count144
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
€1K
4900
€2K
2827
€3K
1857
Other values (141)
8623
ValueCountFrequency (%) 
€1K 4900 26.9%
 
€2K 2827 15.5%
 
€3K 1857 10.2%
 
€4K 1255 6.9%
 
€5K 869 < 0.1%
 
€6K 682 < 0.1%
 
€7K 488 < 0.1%
 
€8K 423 < 0.1%
 
€9K 328 < 0.1%
 
€10K 319 < 0.1%
 
Other values (134) 4259 23.4%
 
Max length5
Mean length3.2353
Min length2
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Weak_Foot
Numeric

Distinct count6
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Infinite (%)0.0%
Infinite (n)0
Mean2.9473
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile2
Q13
Median3
Q33
95-th percentile4
Maximum5
Range4
Interquartile range0

Descriptive statistics

Standard deviation0.66046
Coef of variation0.22409
Kurtosis0.6579
Mean2.9473
MAD0.42629
Skewness0.1384
Sum53520
Variance0.4362
Memory size142.4 KiB
Histogram
ValueCountFrequency (%) 
3 11349 62.3%
 
2 3761 20.7%
 
4 2662 14.6%
 
5 229 < 0.1%
 
1 158 < 0.1%
 
(Missing) 48 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 158 < 0.1%
 
2 3761 20.7%
 
3 11349 62.3%
 
4 2662 14.6%
 
5 229 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5 229 < 0.1%
 
4 2662 14.6%
 
3 11349 62.3%
 
2 3761 20.7%
 
1 158 < 0.1%
 

Weight
Categorical

Distinct count58
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
165lbs
 
1483
154lbs
 
1439
176lbs
 
1041
Other values (54)
14196
ValueCountFrequency (%) 
165lbs 1483 8.1%
 
154lbs 1439 7.9%
 
176lbs 1041 5.7%
 
172lbs 987 5.4%
 
159lbs 946 5.2%
 
161lbs 936 5.1%
 
163lbs 901 < 0.1%
 
170lbs 860 < 0.1%
 
168lbs 836 < 0.1%
 
174lbs 705 < 0.1%
 
Other values (47) 8025 44.1%
 
Max length6
Mean length5.9921
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

Work_Rate
Categorical

Distinct count10
Unique (%)< 0.1%
Missing (%)< 0.1%
Missing (n)48
Medium/ Medium
9810
High/ Medium
3173
Medium/ High
 
1690
Other values (6)
3486
ValueCountFrequency (%) 
Medium/ Medium 9810 53.9%
 
High/ Medium 3173 17.4%
 
Medium/ High 1690 9.3%
 
High/ High 1015 5.6%
 
Medium/ Low 850 < 0.1%
 
High/ Low 699 < 0.1%
 
Low/ Medium 449 < 0.1%
 
Low/ High 439 < 0.1%
 
Low/ Low 34 < 0.1%
 
(Missing) 48 < 0.1%
 
Max length14
Mean length12.676
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

Correlations

Pearson matrix
Spearman matrix
Kendall matrix
Phi<sub>k</sub> matrix
Recoded matrix

Missing values

Matrix

Matrix

Count

Bar

Heatmap

Heatmap

Dendrogram

Dendrogram

Sample

First rows

AccelerationAgeAggressionAgilityBalanceBallControlBody_TypeCAMCBCDMCFClubClub_LogoCMComposureContract_Valid_UntilCrossingCurveDribblingFinishingFKAccuracyFlagGKDivingGKHandlingGKKickingGKPositioningGKReflexesHeadingAccuracyHeightIDInterceptionsInternational_ReputationJersey_NumberJoinedJumpingLAMLBLCBLCMLDMLFLMLoaned_FromLongPassingLongShotsLSLWLWBMarkingNameNationalityOverallPenaltiesPhotoPositionPositioningPotentialPreferred_FootRAMRBRCBRCMRDMReactionsReal_FaceRelease_ClauseRFRMRSRWRWBShortPassingShotPowerSkill_MovesSlidingTackleSpecialSprintSpeedSTStaminaStandingTackleStrengthUnnamed_0ValueVisionVolleysWageWeak_FootWeightWork_Rate
091.03148.091.095.096.0Messi93+247+261+293+2FC Barcelonahttps://cdn.sofifa.org/teams/2/light/241.png84+296.0202184.093.097.095.094.0https://cdn.sofifa.org/flags/52.png6.011.015.014.08.070.05'715802322.05.010.0Jul 1, 200468.093+259+247+284+261+293+291+2NaN87.094.088+292+264+233.0L. MessiArgentina9475.0https://cdn.sofifa.org/players/4/19/158023.pngRF94.094Left93+259+247+284+261+295.0Yes€226.5M93+291+288+292+264+290.085.04.026.0220286.088+272.028.059.00€110.5M94.086.0€565K4.0159lbsMedium/ Medium
189.03363.087.070.094.0C. Ronaldo88+353+361+390+3Juventushttps://cdn.sofifa.org/teams/2/light/45.png81+395.0202284.081.088.094.076.0https://cdn.sofifa.org/flags/38.png7.011.015.014.011.089.06'22080129.05.07.0Jul 10, 201895.088+361+353+381+361+390+388+3NaN77.093.091+389+365+328.0Cristiano RonaldoPortugal9485.0https://cdn.sofifa.org/players/4/19/20801.pngST95.094Right88+361+353+381+361+396.0Yes€127.1M90+388+391+389+365+381.095.05.023.0222891.091+388.031.079.01€77M82.087.0€405K4.0183lbsHigh/ Low
294.02656.096.084.095.0Neymar89+347+360+389+3Paris Saint-Germainhttps://cdn.sofifa.org/teams/2/light/73.png81+394.0202279.088.096.087.087.0https://cdn.sofifa.org/flags/54.png9.09.015.015.011.062.05'919087136.05.010.0Aug 3, 201761.089+360+347+381+360+389+388+3NaN78.082.084+389+365+327.0Neymar JrBrazil9281.0https://cdn.sofifa.org/players/4/19/190871.pngLW89.093Right89+360+347+381+360+394.0Yes€228.1M89+388+384+389+365+384.080.05.033.0214390.084+381.024.049.02€118.5M87.084.0€290K5.0150lbsHigh/ Medium
357.02738.060.043.042.0LeanNaNNaNNaNNaNManchester Unitedhttps://cdn.sofifa.org/teams/2/light/11.pngNaN68.0202017.021.018.013.019.0https://cdn.sofifa.org/flags/45.png90.085.087.088.094.021.06'419308030.04.01.0Jul 1, 201167.0NaNNaNNaNNaNNaNNaNNaNNaN51.012.0NaNNaNNaN15.0De GeaSpain9140.0https://cdn.sofifa.org/players/4/19/193080.pngGK12.093RightNaNNaNNaNNaNNaN90.0Yes€138.6MNaNNaNNaNNaNNaN50.031.01.013.0147158.0NaN43.021.064.03€72M68.013.0€260K3.0168lbsMedium/ Medium
478.02776.079.077.091.0Normal88+366+377+387+3Manchester Cityhttps://cdn.sofifa.org/teams/2/light/10.png87+388.0202393.085.086.082.083.0https://cdn.sofifa.org/flags/7.png15.013.05.010.013.055.05'1119298561.04.07.0Aug 30, 201563.088+373+366+387+377+387+388+3NaN91.091.082+387+377+368.0K. De BruyneBelgium9179.0https://cdn.sofifa.org/players/4/19/192985.pngRCM87.092Right88+373+366+387+377+391.0Yes€196.4M87+388+382+387+377+392.091.04.051.0228176.082+390.058.075.04€102M94.082.0€355K5.0154lbsHigh/ High
594.02754.095.094.094.0Normal89+349+363+388+3Chelseahttps://cdn.sofifa.org/teams/2/light/5.png82+391.0202081.083.095.084.079.0https://cdn.sofifa.org/flags/7.png11.012.06.08.08.061.05'818327741.04.010.0Jul 1, 201256.089+360+349+382+363+388+389+3NaN83.080.083+389+366+334.0E. HazardBelgium9186.0https://cdn.sofifa.org/players/4/19/183277.pngLF87.091Right89+360+349+382+363+390.0Yes€172.1M88+389+383+389+366+389.082.04.022.0214288.083+383.027.066.05€93M89.080.0€340K4.0163lbsHigh/ Medium
680.03262.093.094.093.0Lean87+371+381+384+3Real Madridhttps://cdn.sofifa.org/teams/2/light/243.png88+384.0202086.085.090.072.078.0https://cdn.sofifa.org/flags/10.png13.09.07.014.09.055.05'817700383.04.010.0Aug 1, 201268.087+379+371+388+381+384+386+3NaN88.082.077+385+382+360.0L. ModrićCroatia9182.0https://cdn.sofifa.org/players/4/19/177003.pngRCM79.091Right87+379+371+388+381+390.0Yes€137.4M84+386+377+385+382+393.079.04.073.0228072.077+389.076.058.06€67M92.076.0€420K4.0146lbsHigh/ High
786.03187.082.083.090.0Normal85+563+568+587+5FC Barcelonahttps://cdn.sofifa.org/teams/2/light/241.png79+585.0202177.086.087.093.084.0https://cdn.sofifa.org/flags/60.png27.025.031.033.037.077.06'017658041.05.09.0Jul 11, 201469.085+566+563+579+568+587+584+5NaN64.085.087+586+569+562.0L. SuárezUruguay9185.0https://cdn.sofifa.org/players/4/19/176580.pngRS92.091Right85+566+563+579+568+592.0Yes€164M87+584+587+586+569+582.086.03.038.0234675.087+590.045.083.07€80M84.088.0€455K4.0190lbsHigh/ Medium
876.03288.078.066.084.0Normal71+387+384+371+3Real Madridhttps://cdn.sofifa.org/teams/2/light/243.png75+382.0202066.074.063.060.072.0https://cdn.sofifa.org/flags/45.png11.08.09.07.011.091.06'015586290.04.015.0Aug 1, 200593.071+384+387+375+384+371+372+3NaN77.059.073+370+381+387.0Sergio RamosSpain9175.0https://cdn.sofifa.org/players/4/19/155862.pngRCB60.091Right71+384+387+375+384+385.0Yes€104.6M71+372+373+370+381+378.079.03.091.0220175.073+384.092.083.08€51M63.066.0€380K3.0181lbsHigh/ Medium
943.02534.067.049.016.0NormalNaNNaNNaNNaNAtlético Madridhttps://cdn.sofifa.org/teams/2/light/240.pngNaN70.0202113.013.012.011.014.0https://cdn.sofifa.org/flags/44.png86.092.078.088.089.015.06'220038919.03.01.0Jul 16, 201476.0NaNNaNNaNNaNNaNNaNNaNNaN26.012.0NaNNaNNaN27.0J. OblakSlovenia9011.0https://cdn.sofifa.org/players/4/19/200389.pngGK11.093RightNaNNaNNaNNaNNaN86.0Yes€144.5MNaNNaNNaNNaNNaN29.022.01.018.0133160.0NaN41.012.078.09€68M70.013.0€94K3.0192lbsMedium/ Medium

Last rows

AccelerationAgeAggressionAgilityBalanceBallControlBody_TypeCAMCBCDMCFClubClub_LogoCMComposureContract_Valid_UntilCrossingCurveDribblingFinishingFKAccuracyFlagGKDivingGKHandlingGKKickingGKPositioningGKReflexesHeadingAccuracyHeightIDInterceptionsInternational_ReputationJersey_NumberJoinedJumpingLAMLBLCBLCMLDMLFLMLoaned_FromLongPassingLongShotsLSLWLWBMarkingNameNationalityOverallPenaltiesPhotoPositionPositioningPotentialPreferred_FootRAMRBRCBRCMRDMReactionsReal_FaceRelease_ClauseRFRMRSRWRWBShortPassingShotPowerSkill_MovesSlidingTackleSpecialSprintSpeedSTStaminaStandingTackleStrengthUnnamed_0ValueVisionVolleysWageWeak_FootWeightWork_Rate
1819768.01837.058.062.051.0Normal49+240+244+248+2Cork Cityhttps://cdn.sofifa.org/teams/2/light/422.png47+252.0201844.048.050.044.046.0https://cdn.sofifa.org/flags/25.png13.06.09.010.015.036.05'1024616728.01.014.0Oct 5, 201855.049+244+240+247+244+248+249+2NaN52.037.045+249+245+241.0D. HollandRepublic of Ireland4749.0https://cdn.sofifa.org/players/4/19/246167.pngCM39.061Right49+244+240+247+244+241.0No€88K48+249+245+249+245+253.050.02.038.0136262.045+250.047.038.018197€60K48.043.0€1K3.0141lbsMedium/ Medium
1819818.01825.022.047.011.0LeanNaNNaNNaNNaNBurton Albionhttps://cdn.sofifa.org/teams/2/light/15015.pngNaN34.0202114.013.010.08.010.0https://cdn.sofifa.org/flags/14.png46.052.058.042.048.014.05'112428446.01.022.0Nov 10, 201856.0NaNNaNNaNNaNNaNNaNNaNNaN21.05.0NaNNaNNaN15.0J. LiveseyEngland4714.0https://cdn.sofifa.org/players/4/19/242844.pngGK5.070RightNaNNaNNaNNaNNaN36.0No€165KNaNNaNNaNNaNNaN19.026.01.013.079224.0NaN20.011.038.018198€60K37.08.0€1K2.0154lbsMedium/ Medium
1819960.01853.053.055.047.0Lean44+248+248+244+2Vancouver Whitecaps FChttps://cdn.sofifa.org/teams/2/light/101112.png45+240.0202131.035.046.031.031.0https://cdn.sofifa.org/flags/70.png7.07.09.014.015.041.05'624467749.01.065.0Jul 17, 201857.044+247+248+245+248+244+245+2NaN55.030.042+243+247+248.0M. BaldisimoCanada4736.0https://cdn.sofifa.org/players/4/19/244677.pngCM35.069Right44+247+248+245+248+246.0No€175K44+245+242+243+247+251.049.02.049.0130363.042+242.049.043.018199€70K40.026.0€1K3.0150lbsMedium/ High
1820065.01826.064.080.041.0Lean44+227+228+245+2Swindon Townhttps://cdn.sofifa.org/teams/2/light/1934.png37+250.0201928.032.039.047.025.0https://cdn.sofifa.org/flags/42.png11.015.012.012.011.047.05'923138116.01.021.0Oct 17, 201577.044+230+227+237+228+245+241+2NaN30.051.045+244+231+215.0J. YoungScotland4758.0https://cdn.sofifa.org/players/4/19/231381.pngST46.062Left44+230+227+237+228+254.0No€143K45+241+245+244+231+242.044.02.014.0120348.045+231.017.031.018200€60K37.037.0€1K2.0157lbsMedium/ Medium
1820152.01844.039.048.032.0Lean28+246+238+230+2Waterford FChttps://cdn.sofifa.org/teams/2/light/753.png30+243.0201822.021.021.023.027.0https://cdn.sofifa.org/flags/25.png9.010.09.011.013.045.06'124341345.01.029.0Apr 20, 201874.028+242+246+230+238+230+230+2NaN27.016.032+229+239+244.0D. WalshRepublic of Ireland4738.0https://cdn.sofifa.org/players/4/19/243413.pngRB20.068Left28+242+246+230+238+243.0No€153K30+230+232+229+239+225.039.02.053.0109852.032+239.047.052.018201€60K31.027.0€1K3.0168lbsMedium/ Medium
1820254.01946.060.076.043.0Lean45+245+245+244+2Crewe Alexandrahttps://cdn.sofifa.org/teams/2/light/121.png45+245.0201934.030.042.038.034.0https://cdn.sofifa.org/flags/14.png10.013.07.08.09.040.05'923881346.01.022.0May 3, 201755.045+245+245+245+245+244+244+2NaN45.038.042+244+244+240.0J. LundstramEngland4743.0https://cdn.sofifa.org/players/4/19/238813.pngCM39.065Right45+245+245+245+245+249.0No€143K44+244+242+244+244+249.043.02.047.0130757.042+240.048.047.018202€60K52.025.0€1K2.0134lbsMedium/ Medium
1820341.01947.038.052.040.0Normal40+232+231+242+2Trelleborgs FFhttps://cdn.sofifa.org/teams/2/light/703.png35+242.0202023.032.039.052.020.0https://cdn.sofifa.org/flags/46.png10.09.09.05.012.052.06'324316516.01.021.0Mar 19, 201847.040+229+232+235+231+242+238+2NaN25.042.045+239+230+222.0N. ChristofferssonSweden4743.0https://cdn.sofifa.org/players/4/19/243165.pngST46.063Right40+229+232+235+231+240.0No€113K42+238+245+239+230+243.041.02.019.0109839.045+243.015.067.018203€60K33.036.0€1K2.0170lbsMedium/ Medium
1820470.01632.050.058.044.0Normal44+228+230+246+2Cambridge Unitedhttps://cdn.sofifa.org/teams/2/light/1944.png38+241.0202125.038.045.040.027.0https://cdn.sofifa.org/flags/14.png6.05.010.06.013.046.05'824163815.01.033.0Jul 1, 201760.044+233+228+238+230+246+244+2NaN28.045.045+245+234+232.0B. WormanEngland4755.0https://cdn.sofifa.org/players/4/19/241638.pngST48.067Right44+233+228+238+230+247.0No€165K46+244+245+245+234+238.045.02.011.0118969.045+255.013.032.018204€60K43.038.0€1K3.0148lbsMedium/ Medium
1820561.01733.052.071.052.0Lean45+231+232+246+2Tranmere Rovershttps://cdn.sofifa.org/teams/2/light/15048.png39+246.0201944.034.051.050.032.0https://cdn.sofifa.org/flags/14.png14.06.014.08.09.039.05'1024626822.01.034.0Apr 24, 201842.045+235+231+239+232+246+246+2NaN32.034.047+247+236+220.0D. Walker-RiceEngland4750.0https://cdn.sofifa.org/players/4/19/246268.pngRW44.066Right45+235+231+239+232+221.0No€143K46+246+247+247+236+242.064.02.027.0122860.047+240.025.048.018205€60K47.040.0€1K3.0154lbsMedium/ Medium
1820657.01656.055.063.051.0Lean45+247+246+244+2Tranmere Rovershttps://cdn.sofifa.org/teams/2/light/15048.png45+243.0201941.040.043.034.034.0https://cdn.sofifa.org/flags/14.png10.015.09.012.09.046.05'1024626942.01.033.0Oct 30, 201862.045+246+247+245+246+244+246+2NaN44.032.043+245+246+240.0G. NugentEngland4633.0https://cdn.sofifa.org/players/4/19/246269.pngCM34.066Right45+246+247+245+246+251.0No€165K44+246+243+245+246+248.043.02.050.0132155.043+247.043.060.018206€60K49.030.0€1K3.0176lbsMedium/ Medium